const int n_train_samples = 404;
const int n_test_samples = 231;
const int n_features = 36;

const double x_train[][36] = {{0.6466275659824048,0.6337448559670781,0.988671472708548,1.0,0.5019315673289183,0.8085106382978723,0.5629388031091495,0.0712038975093863,0.0502884867558353,0.0697415567851172,0.6409464210817177,0.0182407332021766,0.0153966186219409,0.0121785173978819,0.0604123520835636,0.3837598168299056,0.0729534701082665,0.660555774192138,0.0350333209922251,0.088837411098471,0.6286642788572643,0.1448178882073975,0.7583276028056664,0.2263622543274052,0.1408199431487053,1.0,0.131301681010963,0.392717011260186,0.0608635826425711,0.052319842053307,0.461917429956701,0.0128005135639528,0.3372061755289799,0.0122875917463842,0.0,0.0590371059962576},{0.1979472140762463,0.0946502057613168,0.6930998970133883,0.2608695652173913,0.461644591611479,0.6914893617021278,0.2812917351878909,0.0291763474768761,0.0568169045745757,0.0169078768048707,0.203879988906497,0.057620586424813,0.0096050162084388,0.0715366328074346,0.0262763341207749,0.0936959965675368,0.1671813000601361,0.7583215315233878,0.1006505527053472,0.0665563858730606,0.4665661555358955,0.1295669610610011,0.3342611735716467,0.0866894291551825,0.0380635433834688,0.2795906750442072,0.3971771029301479,0.6064241213992851,0.081405034368556,0.1861162036384148,0.451580702955098,0.0828914298619112,0.7539757298329782,0.0235137441666004,0.0936042048071812,0.0613943631649115},{0.2716275659824047,0.2860082304526749,0.8547888774459321,0.1739130434782608,0.4241169977924945,0.276595744680851,0.3132934255999605,0.0326142943977243,0.1147915027537372,0.0296688254424676,0.3603581876965036,0.0498394384739534,0.0093414012604724,0.1500151285930408,0.0480428718464144,0.3878793263781871,0.1517839849554015,0.7634331317537424,0.180081451314328,0.089959711948605,0.7289626115451272,0.0646753349322237,0.1797836957651487,0.0461343382069935,0.0272603811272175,0.2466710907073388,0.2703941361432423,0.4517191780798212,0.0600803088121011,0.2440769990128331,0.5349774982250882,0.0394639943493756,0.3333317783421487,0.0077700639844243,0.1090533278214137,0.0447234755805379},{0.2104105571847507,0.2448559670781893,0.1905252317198764,0.3043478260869565,0.0560154525386313,0.5106382978723403,0.2521711910875706,0.1162584573558425,0.051927616050354,0.1359009399110522,0.2406083726799628,0.0662653382732983,0.1258527784520775,0.0741301059001512,0.3565406535135178,0.2518045570481838,0.0438485471057917,0.1744829244829244,0.0189744539059607,0.1027698267878742,0.1418103366281819,0.1406817085860765,0.3257690368129098,0.3545139045075032,0.2556762092793682,0.3613775997491127,0.0672071679094171,0.0698014971413083,0.0522813185674848,0.0256663376110562,0.0567676392043781,0.0680798676643097,0.4849100010949079,0.1130482180696025,0.066143034311699,0.4722741729759731},{0.0652492668621701,0.0308641975308642,0.1771369721936148,0.1739130434782608,0.0894039735099337,0.2340425531914894,0.1014383510091772,0.0409848240891762,0.0261998426435877,0.0288171744826809,0.0885706033549502,0.1749062112964533,0.1014779611528012,0.1049924357034795,0.1967422944823484,0.2039157384549985,0.1237033247275596,0.2122510822510822,0.0339133654202147,0.0711859275914161,0.1588379596854173,0.2499710225356861,0.2479916792738275,0.2323093897414077,0.1160794977168042,0.2544663307375172,0.2763536917931106,0.1451234564100439,0.0761653967232071,0.064461994076999,0.1197561206905164,0.1923676628335658,0.5529528909395075,0.1003437415445173,0.1050847457627118,0.2836105885508143},{0.0905425219941349,0.0329218106995885,0.1637487126673532,0.0,0.0731236203090507,0.3191489361702127,0.1398263814791185,0.0597352821535687,0.2214791502753737,0.0483213739742886,0.1156217657947496,0.1283241072678144,0.1110204395164738,0.6877458396369138,0.2297691340062126,0.1712593069642623,0.0867257815692826,0.195925230214507,0.198074787115883,0.0759405444475202,0.1385227034944549,0.0305562790847549,0.0172609323891481,0.0412337432156726,0.0192841237429399,0.0144528889878207,0.1824537156809989,0.1223311256496578,0.0713977896643529,0.3151530108588351,0.0907967266698952,0.1504147281156825,0.6052381021413115,0.115812530886458,0.7321207110376188,0.3503689236547181},{0.6466275659824048,0.6748971193415637,0.7971163748712667,1.0,0.4197019867549669,0.8085106382978723,0.546460366385445,0.0891028507419744,0.0502884867558353,0.0840263789860765,0.6409464210817177,0.0194747360677779,0.0278956335520169,0.0136913767019667,0.0821940342161204,0.4082194047728263,0.0580917108067903,0.5146642744819463,0.0264253980007404,0.0845309323174333,0.5063859493293962,0.1448178882073975,0.7359273318296687,0.2812818277258134,0.1671986140037831,1.0,0.109944549571341,0.3170743188264569,0.064048671485364,0.0431268509378085,0.3842992469122111,0.0128005135639528,0.314738543525578,0.0201172357070788,0.0,0.079436801441601},{0.6466275659824048,0.6748971193415637,0.839340885684861,1.0,0.3578918322295805,0.8085106382978723,0.546460366385445,0.0844795473822166,0.0502884867558353,0.0985769016191534,0.6409464210817177,0.0194747360677779,0.0250158734662003,0.0136913767019667,0.1013296016592644,0.4082194047728263,0.0613676900076533,0.5425447623904848,0.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const double y_train[] = {8.5,18.5,18.9,31.5,22.5,29.1,13.5,20.0,13.6,25.3,12.3,25.0,29.6,20.4,16.6,41.3,24.1,7.0,12.1,14.6,16.1,14.0,31.5,28.6,20.8,12.8,15.6,14.5,8.4,9.7,43.5,18.5,50.0,14.9,15.6,5.0,33.0,23.0,18.6,20.7,50.0,23.2,36.5,26.5,24.5,35.4,13.0,20.6,13.9,10.4,17.8,39.8,24.1,10.9,16.7,20.7,21.7,23.9,7.2,42.8,21.6,17.4,32.0,18.4,11.0,14.6,9.7,10.5,17.7,26.4,31.6,14.1,23.9,28.6,12.7,9.7,21.7,50.0,18.4,8.8,14.3,13.6,30.1,18.4,22.5,24.4,28.6,23.5,11.5,18.2,27.5,36.0,15.1,20.6,20.8,41.3,14.6,28.7,17.2,19.9,7.5,27.0,21.7,23.6,16.5,15.0,13.3,16.1,22.7,15.6,24.3,23.8,14.9,19.3,8.8,42.3,35.1,24.5,39.8,15.1,23.9,19.4,23.6,23.9,43.1,19.5,23.3,36.2,29.4,22.2,24.8,19.9,23.2,19.4,18.7,37.2,20.4,29.1,48.8,27.1,13.1,7.4,33.4,14.9,22.8,20.7,34.9,24.7,24.6,8.4,34.9,20.7,27.5,31.1,13.4,16.6,22.0,26.6,23.9,33.4,10.2,15.0,23.9,16.1,13.1,24.1,24.1,8.8,21.8,13.8,24.6,21.8,32.0,8.8,21.7,35.4,23.2,24.8,24.0,19.0,15.2,27.1,22.4,23.0,22.6,20.1,36.0,17.4,20.0,10.5,32.0,13.4,19.6,24.8,19.4,16.7,24.4,18.4,32.0,28.7,16.2,19.0,50.0,21.7,23.8,24.8,13.2,17.5,17.8,22.3,20.3,23.4,18.4,21.7,25.0,22.9,19.4,25.0,23.2,24.4,28.7,13.8,15.4,43.8,20.1,20.0,19.9,16.2,21.2,23.7,21.7,19.4,27.9,15.0,25.0,13.6,23.5,22.7,26.7,22.0,19.5,14.8,17.5,28.2,19.4,24.3,13.0,19.4,21.0,38.7,17.2,22.3,8.5,22.6,33.0,9.6,29.9,16.3,20.7,27.5,20.0,24.1,43.5,19.2,24.2,26.4,24.3,9.7,10.9,16.2,12.5,12.0,21.8,10.5,19.4,20.2,8.3,19.2,20.3,50.0,50.0,19.8,20.4,21.9,13.5,20.1,24.4,23.1,8.3,16.8,22.6,22.8,19.1,23.7,19.4,17.1,13.8,25.0,24.7,21.7,19.2,26.5,24.1,23.0,21.4,44.8,18.9,8.4,13.8,37.0,21.6,21.4,18.4,16.6,37.6,23.9,24.3,18.5,14.5,22.8,19.7,25.0,29.8,25.3,25.0,13.8,22.8,17.8,13.6,18.7,23.0,27.5,22.7,6.3,33.4,25.0,13.5,20.7,21.8,22.2,32.0,27.1,24.3,18.4,20.6,32.5,12.7,29.1,18.1,24.4,24.2,43.8,13.2,20.9,15.6,17.8,18.3,30.5,24.0,31.2,23.7,7.0,14.5,24.2,19.9,31.5,21.7,22.8,16.8,17.2,15.6,25.1,13.0,17.7,16.5,17.1,12.6,50.0,27.5,16.6,13.8,19.9,19.4,17.2,18.9,12.7,36.4,20.1,19.4,23.9,19.8,23.9,19.5,18.5,24.5,19.8,24.5,13.4,10.2,30.8,19.6,19.6,14.1,11.9};

const double y_test[] = {34.7,33.4,28.7,22.9,18.9,20.4,18.2,23.1,17.5,15.6,16.6,13.1,18.9,21.0,34.9,26.6,24.7,21.2,19.3,20.0,14.4,19.4,19.7,20.5,24.7,31.6,23.3,19.6,16.0,22.2,22.0,23.4,21.4,20.0,21.2,20.3,28.0,24.8,22.9,22.5,22.0,20.6,28.4,21.4,33.2,18.6,19.3,19.5,20.4,18.8,18.7,19.2,22.0,20.3,20.5,17.3,18.8,15.7,18.0,14.3,19.6,15.6,17.4,13.3,14.4,11.8,13.8,15.6,15.4,21.5,19.6,15.3,19.4,17.0,13.1,24.3,23.3,50.0,50.0,23.8,23.8,19.1,22.6,24.6,36.2,37.9,50.0,50.0,33.3,30.3,34.6,34.9,32.9,48.5,50.0,22.5,19.3,22.4,28.1,23.7,25.0,23.3,21.5,23.0,30.1,50.0,46.7,31.7,41.7,48.3,29.0,23.7,20.1,22.2,17.6,20.5,26.2,29.6,20.9,44.0,50.0,33.8,31.0,30.7,50.0,21.1,25.2,24.4,35.2,32.4,33.2,33.1,29.1,45.4,46.0,32.2,22.0,20.1,24.8,28.5,37.3,27.9,27.1,29.0,33.1,36.1,28.4,20.3,22.1,19.8,23.1,21.0,23.1,20.4,18.5,25.0,23.0,22.2,19.3,19.8,17.1,22.2,21.1,18.5,20.6,32.7,23.1,26.6,22.9,30.1,18.2,22.6,20.8,21.9,21.9,23.1,50.0,50.0,50.0,50.0,13.8,13.9,10.9,11.3,10.2,13.8,12.7,5.6,7.2,8.3,5.0,27.5,15.0,17.9,7.2,10.4,8.4,16.7,14.2,13.4,11.7,10.2,9.5,11.7,13.4,8.7,10.8,11.8,14.1,15.2,17.8,14.1,16.4,19.5,20.2,21.4,19.1,19.1,23.2,29.8,13.3,20.6,21.2,15.2,8.1,23.1,18.3,21.2,17.5,22.0,11.9};

const double x_test[][36] = 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